TY - GEN
T1 - The ntnu-yzu system in the aesw shared task
T2 - 11th Workshop on Innovative Use of NLP for Building Educational Applications, BEA 2016 at the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2016
AU - Lee, Lung Hao
AU - Lin, Bo Lin
AU - Yu, Liang Chih
AU - Tseng, Yuen Hsien
N1 - Funding Information:
This study was partially supported by the Ministry of Science and Technology, under the grant MOST 102-2221-E-155-029-MY3, MOST 103-2221-E-003-013-MY3, MOST 104-2911-I-003-301 and the “Aim for the Top University Project” and “Center of Learning Technology for Chinese” of National Taiwan Normal University, sponsored by the Ministry of Education, Taiwan.
Publisher Copyright:
© NAACL-HLT 2016. All rights reserved.
PY - 2016
Y1 - 2016
N2 - This study describes the design of the NTNU-YZU system for the automated evaluation of scientific writing shared task. We employ a convolutional neural network with the Word2Vec/GloVe embedding representation to predict whether a sentence needs language editing. For the Boolean prediction track, our best F-score of 0.6108 ranked second among the ten submissions. Our system also achieved an F-score of 0.7419 for the probabilistic estimation track, ranking fourth among the nine submissions.
AB - This study describes the design of the NTNU-YZU system for the automated evaluation of scientific writing shared task. We employ a convolutional neural network with the Word2Vec/GloVe embedding representation to predict whether a sentence needs language editing. For the Boolean prediction track, our best F-score of 0.6108 ranked second among the ten submissions. Our system also achieved an F-score of 0.7419 for the probabilistic estimation track, ranking fourth among the nine submissions.
UR - http://www.scopus.com/inward/record.url?scp=85082645251&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85082645251&partnerID=8YFLogxK
M3 - Conference contribution
AN - SCOPUS:85082645251
T3 - Proceedings of the 11th Workshop on Innovative Use of NLP for Building Educational Applications, BEA 2016 at the 2016 Conference of the North American Chapter of the Association for Computational Linguistics: Human Language Technologies, NAACL-HLT 2016
SP - 122
EP - 129
BT - Proceedings of the 11th Workshop on Innovative Use of NLP for Building Educational Applications, BEA 2016 at the 2016 Conference of the North American Chapter of the Association for Computational Linguistics
A2 - Tetreault, Joel
A2 - Burstein, Jill
A2 - Leacock, Claudia
A2 - Yannakoudakis, Helen
PB - Association for Computational Linguistics (ACL)
Y2 - 16 June 2016
ER -